{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/arya/.local/lib/python3.6/site-packages/sklearn/utils/deprecation.py:144: FutureWarning: The sklearn.ensemble.forest module is  deprecated in version 0.22 and will be removed in version 0.24. The corresponding classes / functions should instead be imported from sklearn.ensemble. Anything that cannot be imported from sklearn.ensemble is now part of the private API.\n",
      "  warnings.warn(message, FutureWarning)\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from sklearn.model_selection import StratifiedKFold,GridSearchCV,train_test_split,RandomizedSearchCV\n",
    "from xgboost import XGBClassifier\n",
    "from rfpimp import *\n",
    "from sklearn.metrics import f1_score,classification_report,confusion_matrix,roc_auc_score\n",
    "from tqdm import tqdm\n",
    "import lightgbm as lgb\n",
    "from sklearn.metrics import f1_score\n",
    "import ppscore as pps\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train = pd.read_csv('Train.csv')\n",
    "df_test = pd.read_csv('Test.csv')\n",
    "df_sub = pd.read_excel('sample_submission.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    0.883007\n",
       "1    0.116993\n",
       "Name: labels, dtype: float64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train['labels'].value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dataset is Highly Imbalanced need to use a boosting model, but first lets do some EDA To see what the variables\n",
    "say."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7f5c7c1fc630>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 762.375x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(data=df_train[['feature_0','feature_1','feature_2','feature_3','labels']],hue='labels',diag_kind='kde')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Seems like feature_1 is not that important it isn't helping us very much,similary will check for all the variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f5c798266d8>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_train.groupby('feature_0').agg({'labels':[sum]}).plot(figsize=(15,6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "feature_0 seems to be all over the place and doesn't really show any patterns to why labels should be what they should be , similarly will check for other Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "to_drop = ['feature_1','feature_10','feature_6','feature_0','feature_12','feature_7','feature_9','feature_4','feature_8']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now Using A baseline model and Feature Importances we will see which features gets us the a good cross validation score, the features are mentioned as above which need to be dropped"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          0\n",
      "0  0.641026\n",
      "1  0.640167\n",
      "2  0.625523\n",
      "3  0.649351\n",
      "4  0.638342\n",
      "5  0.616025\n",
      "6  0.658037\n",
      "7  0.655172\n",
      "8  0.649269\n",
      "9  0.628812\n",
      "0.6401723789231413\n"
     ]
    }
   ],
   "source": [
    "cv = StratifiedKFold(n_splits=10,random_state=22,shuffle=True)\n",
    "results = pd.DataFrame(columns=['training_score', 'test_score'])\n",
    "score_avg = []\n",
    "for (train, test), i in zip(cv.split(df_train, y), range(10)):\n",
    "    m = lgb.LGBMClassifier(n_jobs=-1,random_state=22,scale_pos_weight=3,learning_rate=0.1,n_estimators=100,\n",
    "                       colsample_bytree=0.5,num_leaves=70,min_child_samples=20,lambda_l1=1.6,lambda_l2=4) \n",
    "    m.fit(df_train.drop(to_drop).iloc[train], y.iloc[train])\n",
    "    score_avg.append(f1_score(y_pred=m.predict(df_train.drop(to_drop).iloc[test]),y_true=y.iloc[test]))\n",
    "print(pd.DataFrame(data=score_avg))\n",
    "print(sum(score_avg)/len(score_avg))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The lgbm model above with 10 folds give us a nice score of 64.027 on the Leaderboard seems like model is not overfitting,I also trained a XGBboost model with 5 folds which give a Score of 63.813 on Leaderboard, now we will combine both the models see the improvements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 279,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/arya/.local/lib/python3.6/site-packages/sklearn/externals/joblib/__init__.py:15: FutureWarning: sklearn.externals.joblib is deprecated in 0.21 and will be removed in 0.23. Please import this functionality directly from joblib, which can be installed with: pip install joblib. If this warning is raised when loading pickled models, you may need to re-serialize those models with scikit-learn 0.21+.\n",
      "  warnings.warn(msg, category=FutureWarning)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.externals import joblib\n",
    "model = joblib.load('xgb_model.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 508,
   "metadata": {},
   "outputs": [],
   "source": [
    "preds_xgb = model.predict_proba(df_test.drop(to_drop,axis=1))\n",
    "preds_lgb = m.predict_proba(df_test.drop(to_drop,axis=1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here I m predicting probabilites and using two models I m getting a score of 64.831 on Leaderboard, using weighted ensembling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 509,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_sub['labels'] = preds_xgb[:,1]*0.4 + preds_lgb[:,1]*0.6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 510,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_sub['labels'] = df_sub['labels'].apply(lambda x: 1 if x>0.5 else 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 460,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_sub.to_excel('First_sub.xlsx',index=False)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
